{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ab2ed623-38a6-47d7-8b3d-0fcfbf5886dd",
   "metadata": {},
   "source": [
    "Chapter 30\n",
    "# 多项式回归\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "27485785-fcc0-43fa-923c-876809ecf7db",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7bc9afdc-e349-4a92-a411-b8544f437bec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成随机数据\n",
    "np.random.seed(0)\n",
    "num = 30\n",
    "X = np.random.uniform(0,4,num)\n",
    "y = np.sin(0.4*np.pi * X) + 0.4 * np.random.randn(num)\n",
    "data = np.column_stack([X,y])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40ff158c-f782-4837-b3d0-59f5b40bf780",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_array = np.linspace(0,4,101).reshape(-1,1)\n",
    "degree_array = [1,2,3,4,7,8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b59cf1f7-266d-406f-90c7-1b35b2d3b02f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x2000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3,2,figsize=(10,20))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for ax, degree_idx in zip(axes,degree_array):\n",
    "\n",
    "    poly = PolynomialFeatures(degree = degree_idx)\n",
    "    X_poly = poly.fit_transform(X.reshape(-1, 1))\n",
    "    \n",
    "    # 训练线性回归模型\n",
    "    poly_reg = LinearRegression()\n",
    "    poly_reg.fit(X_poly, y)\n",
    "    y_poly_pred = poly_reg.predict(X_poly)\n",
    "    data_ = np.column_stack([X,y_poly_pred])\n",
    "    \n",
    "    y_array_pred = poly_reg.predict(\n",
    "                       poly.fit_transform(x_array))\n",
    "    \n",
    "    # 绘制散点图\n",
    "    ax.scatter(X, y, s=20)\n",
    "    ax.scatter(X, y_poly_pred, marker = 'x', color='k')\n",
    "    \n",
    "    ax.plot(([i for (i,j) in data_], [i for (i,j) in data]),\n",
    "            ([j for (i,j) in data_], [j for (i,j) in data]),\n",
    "             c=[0.6,0.6,0.6], alpha = 0.5)\n",
    "    \n",
    "    ax.plot(x_array, y_array_pred, color='r')\n",
    "    ax.set_title('Degree = %d' % degree_idx)\n",
    "    \n",
    "    # 提取参数\n",
    "    coef = poly_reg.coef_\n",
    "    intercept = poly_reg.intercept_\n",
    "    # 回归解析式\n",
    "    equation = '$y = {:.1f}'.format(intercept)\n",
    "    for j in range(1, len(coef)):\n",
    "        equation += ' + {:.1f}x^{}'.format(coef[j], j)\n",
    "    equation += '$'\n",
    "    equation = equation.replace(\"+ -\", \"-\")\n",
    "    ax.text(0.05, -1.8, equation)\n",
    "    ax.set_aspect('equal', adjustable='box')\n",
    "    ax.set_xlim(0,4)\n",
    "    ax.grid(False)\n",
    "    ax.set_ylim(-2,2)"
   ]
  }
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